@TheMattBerman clip · 2026-09-17
724 competitor ads broken down in forty seconds
jev is INSANE. in 40 seconds it broke down 724 live ads from 37 brands. every hook. every format. offer. cta. awareness stage. landing page mismatch. used 9 cents of tokens. (will be avail in @stealads + mcp) https://t.co/II1T9hy5tg
Why it is here
Seven hundred competitor ads broken down in forty seconds — every hook and format classified, one decision per ad. This is the largest corpus in the column so far and the clearest case for the model as a labelling engine.
What we checked
- post resolved through the public syndication endpoint on 2026-09-24
- text, author, date and like count read from that response on 2026-09-24
- poster image stays on X's CDN; nothing downloaded or rehosted
What we did not check. We did not re-run the thing the post describes, so every figure on this page is the author's own and every claim is theirs — the note above is what we make of it after reading, not a measurement. The like count is a snapshot read on 2026-09-23 and it has moved since; 6,776 is what it said when we looked.